TY - GEN
T1 - Pauli Check Extrapolation for Quantum Error Mitigation
AU - Langfitt, Quinn
AU - Liu, Ji
AU - Huang, Benchen
AU - Gonzales, Alvin
AU - Smith, Kaitlin Nicole
AU - Hardavellas, Nikos
AU - Saleem, Zain H.
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - Pauli Check Sandwiching (PCS) is an error mitigation scheme that uses pairs of parity checks to detect errors in the payload circuit. While increasing the number of check pairs improves error detection, it also introduces additional noise to the circuit and exponentially increases the required sampling size. To address these limitations, we propose a novel error mitigation scheme, Pauli Check Extrapolation (PCE), which integrates PCS with an extrapolation technique similar to Zero-Noise Extrapolation (ZNE). However, instead of extrapolating to the 'zero-noise' limit, as is done in ZNE, PCE extrapolates to the 'maximum check' limit-the number of check pairs theoretically required to achieve unit fidelity. In this study, we focus on applying a linear model for extrapolation and also derive a more general exponential ansatz based on the Markovian error model. We demonstrate the effectiveness of PCE by using it to mitigate errors in the shadow estimation protocol, particularly for states prepared by the variational quantum eigensolver (VQE). Our results show that this method can achieve higher fidelities than the state-of-the-art Robust Shadow (RS) estimation scheme, while significantly reducing the number of required samples by eliminating the need for a calibration procedure. We validate these findings on both fully-connected topologies and simulated IBM hardware backends.
AB - Pauli Check Sandwiching (PCS) is an error mitigation scheme that uses pairs of parity checks to detect errors in the payload circuit. While increasing the number of check pairs improves error detection, it also introduces additional noise to the circuit and exponentially increases the required sampling size. To address these limitations, we propose a novel error mitigation scheme, Pauli Check Extrapolation (PCE), which integrates PCS with an extrapolation technique similar to Zero-Noise Extrapolation (ZNE). However, instead of extrapolating to the 'zero-noise' limit, as is done in ZNE, PCE extrapolates to the 'maximum check' limit-the number of check pairs theoretically required to achieve unit fidelity. In this study, we focus on applying a linear model for extrapolation and also derive a more general exponential ansatz based on the Markovian error model. We demonstrate the effectiveness of PCE by using it to mitigate errors in the shadow estimation protocol, particularly for states prepared by the variational quantum eigensolver (VQE). Our results show that this method can achieve higher fidelities than the state-of-the-art Robust Shadow (RS) estimation scheme, while significantly reducing the number of required samples by eliminating the need for a calibration procedure. We validate these findings on both fully-connected topologies and simulated IBM hardware backends.
KW - hybrid quantum-classical architectures & computing
KW - NISQ algorithms
KW - quantum error mitigation
UR - http://www.scopus.com/inward/record.url?scp=85214975476&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85214975476&partnerID=8YFLogxK
U2 - 10.1109/QCE60285.2024.10334
DO - 10.1109/QCE60285.2024.10334
M3 - Conference contribution
AN - SCOPUS:85214975476
T3 - Proceedings - IEEE Quantum Week 2024, QCE 2024
SP - 418
EP - 419
BT - Workshops Program, Posters Program, Panels Program and Tutorials Program
A2 - Culhane, Candace
A2 - Byrd, Greg T.
A2 - Muller, Hausi
A2 - Alexeev, Yuri
A2 - Alexeev, Yuri
A2 - Sheldon, Sarah
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 5th IEEE International Conference on Quantum Computing and Engineering, QCE 2024
Y2 - 15 September 2024 through 20 September 2024
ER -